ArticleACS omega2021
Deep Learning Approach for Robust Prediction of Reservoir Bubble Point Pressure.
Article in ACS omega, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
13 citing papers in PubMed.
- Compositional modeling of solution gas-oil ratio (Rs): a comparative study of tree-based models, neural networks, and equations of state.Scientific reports · 2025Article
- Predictive Modeling of Electric Bicycle Battery Performance: Integrating Real-Time Sensor Data and Machine Learning Techniques.Sensors (Basel, Switzerland) · 2025Article
- FCMI-YOLO: An efficient deep learning-based algorithm for real-time fire detection on edge devices.PloS one · 2025Article
- Saliency-enhanced infrared and visible image fusion via sub-window variance filter and weighted least squares optimization.PloS one · 2025Article
- Improving fine-grained food classification using deep residual learning and selective state space models.PloS one · 2025Article
- Comparative analysis of supervised learning models for effluent quality prediction in wastewater treatment plants.PloS one · 2025Article
- Strokeformer: A novel deep learning paradigm training transformer-based architecture for stroke prognosis prediction.PloS one · 2025Article
- Prediction of Poisson's ratio for a petroleum engineering application: Machine learning methods.PloS one · 2025Article
- Predicting bentonite swelling pressure: optimized XGBoost versus neural networks.Scientific reports · 2024Article
- Article
- Determination of the Gas-Oil Ratio below the Bubble Point Pressure Using the Adaptive Neuro-Fuzzy Inference System (ANFIS).ACS omega · 2022Article
- An Accurate Reservoir's Bubble Point Pressure Correlation.ACS omega · 2022Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The bubble point pressure (
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.